Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 4300713 |
| Missing cells | 21638956 |
| Missing cells (%) | 33.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 492.2 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 7 |
country_region_code has a high cardinality: 134 distinct values | High cardinality |
country_region has a high cardinality: 135 distinct values | High cardinality |
sub_region_1 has a high cardinality: 1860 distinct values | High cardinality |
sub_region_2 has a high cardinality: 9915 distinct values | High cardinality |
metro_area has a high cardinality: 65 distinct values | High cardinality |
iso_3166_2_code has a high cardinality: 2224 distinct values | High cardinality |
place_id has a high cardinality: 13276 distinct values | High cardinality |
date has a high cardinality: 368 distinct values | High cardinality |
sub_region_1 has 73227 (1.7%) missing values | Missing |
sub_region_2 has 715894 (16.6%) missing values | Missing |
metro_area has 4276928 (99.4%) missing values | Missing |
iso_3166_2_code has 3531512 (82.1%) missing values | Missing |
census_fips_code has 3384928 (78.7%) missing values | Missing |
retail_and_recreation has 1598804 (37.2%) missing values | Missing |
grocery_and_pharmacy has 1694251 (39.4%) missing values | Missing |
parks has 2235583 (52.0%) missing values | Missing |
transit_stations has 2127730 (49.5%) missing values | Missing |
workplaces has 198009 (4.6%) missing values | Missing |
residential has 1798617 (41.8%) missing values | Missing |
metro_area is uniformly distributed | Uniform |
grocery_and_pharmacy has 69501 (1.6%) zeros | Zeros |
workplaces has 67235 (1.6%) zeros | Zeros |
residential has 91313 (2.1%) zeros | Zeros |
Reproduction
| Analysis started | 2021-03-02 09:16:42.551556 |
|---|---|
| Analysis finished | 2021-03-02 09:23:13.803285 |
| Duration | 6 minutes and 31.25 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
| Distinct | 134 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2737 |
| Missing (%) | 0.1% |
| Memory size | 32.8 MiB |
| US | |
|---|---|
| BR | |
| IN | |
| TR | 194737 |
| GB | 153032 |
| Other values (129) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 8595952 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AE |
|---|---|
| 2nd row | AE |
| 3rd row | AE |
| 4th row | AE |
| 5th row | AE |
| Value | Count | Frequency (%) |
| US | 934553 | |
| BR | 692859 | |
| IN | 244331 | 5.7% |
| TR | 194737 | 4.5% |
| GB | 153032 | 3.6% |
| AR | 150987 | 3.5% |
| PL | 139431 | 3.2% |
| NL | 127361 | 3.0% |
| CO | 116651 | 2.7% |
| AU | 98814 | 2.3% |
| Other values (124) | 1445220 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| us | 934553 | |
| br | 692859 | |
| in | 244331 | 5.7% |
| tr | 194737 | 4.5% |
| gb | 153032 | 3.6% |
| ar | 150987 | 3.5% |
| pl | 139431 | 3.2% |
| nl | 127361 | 3.0% |
| co | 116651 | 2.7% |
| au | 98814 | 2.3% |
| Other values (124) | 1445220 |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1215135 | |
| S | 1128559 | |
| U | 1066841 | |
| B | 938709 | |
| N | 553100 | 6.4% |
| T | 429985 | 5.0% |
| I | 400834 | 4.7% |
| A | 396127 | 4.6% |
| L | 348550 | 4.1% |
| C | 336102 | 3.9% |
| Other values (16) | 1782010 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 8595952 |
Most frequent character per category
| Value | Count | Frequency (%) |
| R | 1215135 | |
| S | 1128559 | |
| U | 1066841 | |
| B | 938709 | |
| N | 553100 | 6.4% |
| T | 429985 | 5.0% |
| I | 400834 | 4.7% |
| A | 396127 | 4.6% |
| L | 348550 | 4.1% |
| C | 336102 | 3.9% |
| Other values (16) | 1782010 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8595952 |
Most frequent character per script
| Value | Count | Frequency (%) |
| R | 1215135 | |
| S | 1128559 | |
| U | 1066841 | |
| B | 938709 | |
| N | 553100 | 6.4% |
| T | 429985 | 5.0% |
| I | 400834 | 4.7% |
| A | 396127 | 4.6% |
| L | 348550 | 4.1% |
| C | 336102 | 3.9% |
| Other values (16) | 1782010 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8595952 |
Most frequent character per block
| Value | Count | Frequency (%) |
| R | 1215135 | |
| S | 1128559 | |
| U | 1066841 | |
| B | 938709 | |
| N | 553100 | 6.4% |
| T | 429985 | 5.0% |
| I | 400834 | 4.7% |
| A | 396127 | 4.6% |
| L | 348550 | 4.1% |
| C | 336102 | 3.9% |
| Other values (16) | 1782010 |
| Distinct | 135 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.8 MiB |
| United States | |
|---|---|
| Brazil | |
| India | |
| Turkey | 194737 |
| United Kingdom | 153032 |
| Other values (130) |
Length
| Max length | 22 |
|---|---|
| Median length | 7 |
| Mean length | 8.50622048 |
| Min length | 4 |
Characters and Unicode
| Total characters | 36582813 |
|---|---|
| Distinct characters | 57 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | United Arab Emirates |
|---|---|
| 2nd row | United Arab Emirates |
| 3rd row | United Arab Emirates |
| 4th row | United Arab Emirates |
| 5th row | United Arab Emirates |
| Value | Count | Frequency (%) |
| United States | 934553 | |
| Brazil | 692859 | |
| India | 244331 | 5.7% |
| Turkey | 194737 | 4.5% |
| United Kingdom | 153032 | 3.6% |
| Argentina | 150987 | 3.5% |
| Poland | 139431 | 3.2% |
| Netherlands | 127361 | 3.0% |
| Colombia | 116651 | 2.7% |
| Australia | 98814 | 2.3% |
| Other values (125) | 1447957 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| united | 1090522 | |
| states | 934553 | |
| brazil | 692859 | |
| india | 244331 | 4.5% |
| turkey | 194737 | 3.6% |
| kingdom | 153032 | 2.8% |
| argentina | 150987 | 2.8% |
| poland | 139431 | 2.6% |
| netherlands | 127361 | 2.3% |
| colombia | 116651 | 2.1% |
| Other values (147) | 1621151 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4459300 | |
| t | 3678259 | 10.1% |
| i | 3427324 | 9.4% |
| e | 3369243 | 9.2% |
| n | 2846412 | 7.8% |
| d | 2110345 | 5.8% |
| r | 1876235 | 5.1% |
| l | 1597440 | 4.4% |
| s | 1298608 | 3.5% |
| 1164902 | 3.2% | |
| Other values (47) | 10754745 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 29947345 | |
| Uppercase Letter | 5463724 | 14.9% |
| Space Separator | 1164902 | 3.2% |
| Other Punctuation | 4291 | < 0.1% |
| Open Punctuation | 1104 | < 0.1% |
| Close Punctuation | 1104 | < 0.1% |
| Dash Punctuation | 343 | < 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 4459300 | |
| t | 3678259 | |
| i | 3427324 | |
| e | 3369243 | |
| n | 2846412 | |
| d | 2110345 | |
| r | 1876235 | |
| l | 1597440 | 5.3% |
| s | 1298608 | 4.3% |
| o | 1066760 | 3.6% |
| Other values (18) | 4217419 |
| Value | Count | Frequency (%) |
| S | 1141549 | |
| U | 1105753 | |
| B | 774886 | |
| I | 325744 | 6.0% |
| P | 301515 | 5.5% |
| A | 300808 | 5.5% |
| C | 294625 | 5.4% |
| N | 264308 | 4.8% |
| T | 218315 | 4.0% |
| K | 174525 | 3.2% |
| Other values (14) | 561696 |
| Value | Count | Frequency (%) |
| 1164902 |
| Value | Count | Frequency (%) |
| ' | 4291 |
| Value | Count | Frequency (%) |
| - | 343 |
| Value | Count | Frequency (%) |
| ( | 1104 |
| Value | Count | Frequency (%) |
| ) | 1104 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 35411069 | |
| Common | 1171744 | 3.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 4459300 | |
| t | 3678259 | 10.4% |
| i | 3427324 | 9.7% |
| e | 3369243 | 9.5% |
| n | 2846412 | 8.0% |
| d | 2110345 | 6.0% |
| r | 1876235 | 5.3% |
| l | 1597440 | 4.5% |
| s | 1298608 | 3.7% |
| S | 1141549 | 3.2% |
| Other values (42) | 9606354 |
| Value | Count | Frequency (%) |
| 1164902 | ||
| ' | 4291 | 0.4% |
| ( | 1104 | 0.1% |
| ) | 1104 | 0.1% |
| - | 343 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36577668 | |
| None | 5145 | < 0.1% |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 4459300 | |
| t | 3678259 | 10.1% |
| i | 3427324 | 9.4% |
| e | 3369243 | 9.2% |
| n | 2846412 | 7.8% |
| d | 2110345 | 5.8% |
| r | 1876235 | 5.1% |
| l | 1597440 | 4.4% |
| s | 1298608 | 3.6% |
| 1164902 | 3.2% | |
| Other values (45) | 10749600 |
| Value | Count | Frequency (%) |
| ô | 4291 | |
| é | 854 | 16.6% |
| Distinct | 1860 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 73227 |
| Missing (%) | 1.7% |
| Memory size | 32.8 MiB |
| State of São Paulo | 129391 |
|---|---|
| State of Minas Gerais | 89699 |
| Texas | 68947 |
| State of Rio Grande do Sul | 53386 |
| State of Paraná | 52646 |
| Other values (1855) |
Length
| Max length | 74 |
|---|---|
| Median length | 12 |
| Mean length | 12.55948807 |
| Min length | 3 |
Characters and Unicode
| Total characters | 53095060 |
|---|---|
| Distinct characters | 122 |
| Distinct categories | 6 ? |
| Distinct scripts | 3 ? |
| Distinct blocks | 4 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Abu Dhabi |
|---|---|
| 2nd row | Abu Dhabi |
| 3rd row | Abu Dhabi |
| 4th row | Abu Dhabi |
| 5th row | Abu Dhabi |
| Value | Count | Frequency (%) |
| State of São Paulo | 129391 | 3.0% |
| State of Minas Gerais | 89699 | 2.1% |
| Texas | 68947 | 1.6% |
| State of Rio Grande do Sul | 53386 | 1.2% |
| State of Paraná | 52646 | 1.2% |
| Georgia | 48680 | 1.1% |
| State of Bahia | 48475 | 1.1% |
| Buenos Aires Province | 45072 | 1.0% |
| State of Santa Catarina | 43505 | 1.0% |
| Virginia | 43463 | 1.0% |
| Other values (1850) | 3604222 | |
| (Missing) | 73227 | 1.7% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| of | 719153 | 8.9% |
| state | 697350 | 8.6% |
| county | 222079 | 2.7% |
| province | 168491 | 2.1% |
| voivodeship | 139063 | 1.7% |
| region | 138620 | 1.7% |
| são | 129735 | 1.6% |
| paulo | 129391 | 1.6% |
| south | 103530 | 1.3% |
| north | 102582 | 1.3% |
| Other values (1969) | 5567248 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 6209722 | 11.7% |
| o | 4250463 | 8.0% |
| e | 3917832 | 7.4% |
| 3889756 | 7.3% | |
| t | 3576739 | 6.7% |
| i | 3528111 | 6.6% |
| n | 3391133 | 6.4% |
| r | 3024856 | 5.7% |
| s | 2209305 | 4.2% |
| l | 1495264 | 2.8% |
| Other values (112) | 17601879 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 41794233 | |
| Uppercase Letter | 7308263 | 13.8% |
| Space Separator | 3889756 | 7.3% |
| Dash Punctuation | 93787 | 0.2% |
| Other Punctuation | 8653 | < 0.1% |
| Format | 368 | < 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 6209722 | |
| o | 4250463 | |
| e | 3917832 | |
| t | 3576739 | |
| i | 3528111 | |
| n | 3391133 | 8.1% |
| r | 3024856 | 7.2% |
| s | 2209305 | 5.3% |
| l | 1495264 | 3.6% |
| u | 1457779 | 3.5% |
| Other values (65) | 8733029 |
| Value | Count | Frequency (%) |
| S | 1346050 | |
| P | 682467 | 9.3% |
| C | 656395 | 9.0% |
| M | 512113 | 7.0% |
| G | 439248 | 6.0% |
| A | 372370 | 5.1% |
| V | 338401 | 4.6% |
| R | 320626 | 4.4% |
| N | 320299 | 4.4% |
| B | 300446 | 4.1% |
| Other values (31) | 2019848 |
| Value | Count | Frequency (%) |
| ' | 4692 | |
| . | 2860 | |
| , | 1101 | 12.7% |
| Value | Count | Frequency (%) |
| 3889756 |
| Value | Count | Frequency (%) |
| - | 93787 |
| Value | Count | Frequency (%) |
| | 368 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 49102496 | |
| Common | 3992196 | 7.5% |
| Inherited | 368 | < 0.1% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 6209722 | 12.6% |
| o | 4250463 | 8.7% |
| e | 3917832 | 8.0% |
| t | 3576739 | 7.3% |
| i | 3528111 | 7.2% |
| n | 3391133 | 6.9% |
| r | 3024856 | 6.2% |
| s | 2209305 | 4.5% |
| l | 1495264 | 3.0% |
| u | 1457779 | 3.0% |
| Other values (106) | 16041292 |
| Value | Count | Frequency (%) |
| 3889756 | ||
| - | 93787 | 2.3% |
| ' | 4692 | 0.1% |
| . | 2860 | 0.1% |
| , | 1101 | < 0.1% |
| Value | Count | Frequency (%) |
| | 368 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 52336167 | |
| None | 754139 | 1.4% |
| Latin Ext Additional | 4386 | < 0.1% |
| Punctuation | 368 | < 0.1% |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 6209722 | 11.9% |
| o | 4250463 | 8.1% |
| e | 3917832 | 7.5% |
| 3889756 | 7.4% | |
| t | 3576739 | 6.8% |
| i | 3528111 | 6.7% |
| n | 3391133 | 6.5% |
| r | 3024856 | 5.8% |
| s | 2209305 | 4.2% |
| l | 1495264 | 2.9% |
| Other values (46) | 16842986 |
| Value | Count | Frequency (%) |
| á | 165278 | |
| ã | 144668 | |
| í | 64570 | 8.6% |
| ı | 28765 | 3.8% |
| é | 28449 | 3.8% |
| İ | 24770 | 3.3% |
| ä | 23601 | 3.1% |
| ș | 21860 | 2.9% |
| ö | 20487 | 2.7% |
| ó | 17226 | 2.3% |
| Other values (48) | 214465 |
| Value | Count | Frequency (%) |
| | 368 |
| Value | Count | Frequency (%) |
| ắ | 1089 | |
| ồ | 736 | |
| ả | 736 | |
| ạ | 721 | |
| ậ | 368 | 8.4% |
| ầ | 368 | 8.4% |
| ị | 368 | 8.4% |
| Distinct | 9915 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 715894 |
| Missing (%) | 16.6% |
| Memory size | 32.8 MiB |
| Washington County | 9789 |
|---|---|
| Jefferson County | 8108 |
| Franklin County | 7658 |
| Jackson County | 7003 |
| Lincoln County | 6685 |
| Other values (9910) |
Length
| Max length | 56 |
|---|---|
| Median length | 13 |
| Mean length | 13.21418571 |
| Min length | 2 |
Characters and Unicode
| Total characters | 47370464 |
|---|---|
| Distinct characters | 141 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 3 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Comuna 1 |
|---|---|
| 2nd row | Comuna 1 |
| 3rd row | Comuna 1 |
| 4th row | Comuna 1 |
| 5th row | Comuna 1 |
| Value | Count | Frequency (%) |
| Washington County | 9789 | 0.2% |
| Jefferson County | 8108 | 0.2% |
| Franklin County | 7658 | 0.2% |
| Jackson County | 7003 | 0.2% |
| Lincoln County | 6685 | 0.2% |
| Madison County | 6409 | 0.1% |
| Montgomery County | 5941 | 0.1% |
| Marion County | 5592 | 0.1% |
| Monroe County | 5373 | 0.1% |
| Union County | 5372 | 0.1% |
| Other values (9905) | 3516889 | |
| (Missing) | 715894 | 16.6% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| county | 1029129 | 15.4% |
| municipality | 208758 | 3.1% |
| district | 158550 | 2.4% |
| of | 118373 | 1.8% |
| department | 88696 | 1.3% |
| province | 83612 | 1.3% |
| do | 63457 | 1.0% |
| de | 61494 | 0.9% |
| city | 59400 | 0.9% |
| são | 39911 | 0.6% |
| Other values (9635) | 4764709 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4289551 | 9.1% |
| o | 3646235 | 7.7% |
| n | 3542846 | 7.5% |
| i | 3188962 | 6.7% |
| 3091558 | 6.5% | |
| t | 3063376 | 6.5% |
| e | 2838905 | 6.0% |
| r | 2642997 | 5.6% |
| u | 2341440 | 4.9% |
| l | 1669866 | 3.5% |
| Other values (131) | 17054728 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 37669287 | |
| Uppercase Letter | 6393647 | 13.5% |
| Space Separator | 3091558 | 6.5% |
| Dash Punctuation | 123940 | 0.3% |
| Other Punctuation | 52708 | 0.1% |
| Decimal Number | 39324 | 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 4289551 | |
| o | 3646235 | |
| n | 3542846 | |
| i | 3188962 | 8.5% |
| t | 3063376 | 8.1% |
| e | 2838905 | 7.5% |
| r | 2642997 | 7.0% |
| u | 2341440 | 6.2% |
| l | 1669866 | 4.4% |
| y | 1589866 | 4.2% |
| Other values (64) | 8855243 |
| Value | Count | Frequency (%) |
| C | 1560055 | |
| M | 582116 | 9.1% |
| S | 490442 | 7.7% |
| P | 451553 | 7.1% |
| D | 405086 | 6.3% |
| B | 340117 | 5.3% |
| L | 244731 | 3.8% |
| A | 244650 | 3.8% |
| R | 209866 | 3.3% |
| G | 208229 | 3.3% |
| Other values (38) | 1656802 |
| Value | Count | Frequency (%) |
| 1 | 15150 | |
| 2 | 5111 | 13.0% |
| 5 | 3048 | 7.8% |
| 4 | 2707 | 6.9% |
| 7 | 2637 | 6.7% |
| 3 | 2585 | 6.6% |
| 8 | 2277 | 5.8% |
| 9 | 2229 | 5.7% |
| 6 | 2149 | 5.5% |
| 0 | 1431 | 3.6% |
| Value | Count | Frequency (%) |
| . | 30454 | |
| ' | 10936 | 20.7% |
| , | 7920 | 15.0% |
| / | 3030 | 5.7% |
| & | 368 | 0.7% |
| Value | Count | Frequency (%) |
| - | 123007 | |
| – | 592 | 0.5% |
| — | 341 | 0.3% |
| Value | Count | Frequency (%) |
| 3091558 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 44062934 | |
| Common | 3307530 | 7.0% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 4289551 | 9.7% |
| o | 3646235 | 8.3% |
| n | 3542846 | 8.0% |
| i | 3188962 | 7.2% |
| t | 3063376 | 7.0% |
| e | 2838905 | 6.4% |
| r | 2642997 | 6.0% |
| u | 2341440 | 5.3% |
| l | 1669866 | 3.8% |
| y | 1589866 | 3.6% |
| Other values (112) | 15248890 |
| Value | Count | Frequency (%) |
| 3091558 | ||
| - | 123007 | 3.7% |
| . | 30454 | 0.9% |
| 1 | 15150 | 0.5% |
| ' | 10936 | 0.3% |
| , | 7920 | 0.2% |
| 2 | 5111 | 0.2% |
| 5 | 3048 | 0.1% |
| / | 3030 | 0.1% |
| 4 | 2707 | 0.1% |
| Other values (9) | 14609 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 46553939 | |
| None | 815592 | 1.7% |
| Punctuation | 933 | < 0.1% |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 4289551 | 9.2% |
| o | 3646235 | 7.8% |
| n | 3542846 | 7.6% |
| i | 3188962 | 6.9% |
| 3091558 | 6.6% | |
| t | 3063376 | 6.6% |
| e | 2838905 | 6.1% |
| r | 2642997 | 5.7% |
| u | 2341440 | 5.0% |
| l | 1669866 | 3.6% |
| Other values (59) | 16238203 |
| Value | Count | Frequency (%) |
| ã | 85481 | 10.5% |
| á | 83885 | 10.3% |
| ó | 75673 | 9.3% |
| í | 71941 | 8.8% |
| é | 66464 | 8.1% |
| ç | 47131 | 5.8% |
| ı | 34176 | 4.2% |
| ö | 30393 | 3.7% |
| ł | 24462 | 3.0% |
| ú | 22359 | 2.7% |
| Other values (60) | 273627 |
| Value | Count | Frequency (%) |
| – | 592 | |
| — | 341 |
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 4276928 |
| Missing (%) | 99.4% |
| Memory size | 32.8 MiB |
| Port-au-Prince Metropolitan Area | 368 |
|---|---|
| Naimey Metropolitan Area | 368 |
| Davao City Metropolitan Area | 368 |
| Eldoret Metropolitan Area | 368 |
| Casablanca Metropolitan Area | 368 |
| Other values (60) |
Length
| Max length | 34 |
|---|---|
| Median length | 25 |
| Mean length | 25.6671852 |
| Min length | 21 |
Characters and Unicode
| Total characters | 610494 |
|---|---|
| Distinct characters | 48 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Kabul Metropolitan Area |
|---|---|
| 2nd row | Kabul Metropolitan Area |
| 3rd row | Kabul Metropolitan Area |
| 4th row | Kabul Metropolitan Area |
| 5th row | Kabul Metropolitan Area |
| Value | Count | Frequency (%) |
| Port-au-Prince Metropolitan Area | 368 | < 0.1% |
| Naimey Metropolitan Area | 368 | < 0.1% |
| Davao City Metropolitan Area | 368 | < 0.1% |
| Eldoret Metropolitan Area | 368 | < 0.1% |
| Casablanca Metropolitan Area | 368 | < 0.1% |
| Sargodha Metropolitan Area | 368 | < 0.1% |
| Chelyabinsk Metropolitan Area | 368 | < 0.1% |
| Bamako Metropolitan Area | 368 | < 0.1% |
| Bacolod Metropolitan Area | 368 | < 0.1% |
| Voronezh Metropolitan Area | 368 | < 0.1% |
| Other values (55) | 20105 | 0.5% |
| (Missing) | 4276928 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| area | 23785 | |
| metropolitan | 23785 | |
| city | 1104 | 1.5% |
| voronezh | 368 | 0.5% |
| mombasa | 368 | 0.5% |
| bacolod | 368 | 0.5% |
| nairobi | 368 | 0.5% |
| doha | 368 | 0.5% |
| yangon | 368 | 0.5% |
| pampanga | 368 | 0.5% |
| Other values (62) | 22681 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 78760 | |
| o | 61554 | |
| r | 58565 | |
| e | 56680 | |
| t | 54194 | |
| 50146 | 8.2% | |
| i | 34322 | 5.6% |
| n | 33353 | 5.5% |
| l | 30274 | 5.0% |
| M | 26729 | 4.4% |
| Other values (38) | 125917 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 484577 | |
| Uppercase Letter | 74299 | 12.2% |
| Space Separator | 50146 | 8.2% |
| Dash Punctuation | 1472 | 0.2% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 78760 | |
| o | 61554 | |
| r | 58565 | |
| e | 56680 | |
| t | 54194 | |
| i | 34322 | |
| n | 33353 | |
| l | 30274 | 6.2% |
| p | 24153 | 5.0% |
| s | 7683 | 1.6% |
| Other values (15) | 45039 |
| Value | Count | Frequency (%) |
| M | 26729 | |
| A | 25257 | |
| C | 2944 | 4.0% |
| K | 2899 | 3.9% |
| P | 2576 | 3.5% |
| S | 2576 | 3.5% |
| N | 2208 | 3.0% |
| D | 1472 | 2.0% |
| B | 1427 | 1.9% |
| F | 736 | 1.0% |
| Other values (11) | 5475 | 7.4% |
| Value | Count | Frequency (%) |
| 50146 |
| Value | Count | Frequency (%) |
| - | 1472 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 558876 | |
| Common | 51618 | 8.5% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 78760 | |
| o | 61554 | |
| r | 58565 | |
| e | 56680 | |
| t | 54194 | |
| i | 34322 | 6.1% |
| n | 33353 | 6.0% |
| l | 30274 | 5.4% |
| M | 26729 | 4.8% |
| A | 25257 | 4.5% |
| Other values (36) | 99188 |
| Value | Count | Frequency (%) |
| 50146 | ||
| - | 1472 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 610494 |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 78760 | |
| o | 61554 | |
| r | 58565 | |
| e | 56680 | |
| t | 54194 | |
| 50146 | 8.2% | |
| i | 34322 | 5.6% |
| n | 33353 | 5.5% |
| l | 30274 | 5.0% |
| M | 26729 | 4.4% |
| Other values (38) | 125917 |
| Distinct | 2224 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 3531512 |
| Missing (%) | 82.1% |
| Memory size | 32.8 MiB |
| KE-10 | 368 |
|---|---|
| BR-GO | 368 |
| PL-PK | 368 |
| VN-54 | 368 |
| FR-49 | 368 |
| Other values (2219) |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.191745721 |
| Min length | 4 |
Characters and Unicode
| Total characters | 3993496 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | AE-AZ |
|---|---|
| 2nd row | AE-AZ |
| 3rd row | AE-AZ |
| 4th row | AE-AZ |
| 5th row | AE-AZ |
| Value | Count | Frequency (%) |
| KE-10 | 368 | < 0.1% |
| BR-GO | 368 | < 0.1% |
| PL-PK | 368 | < 0.1% |
| VN-54 | 368 | < 0.1% |
| FR-49 | 368 | < 0.1% |
| EC-T | 368 | < 0.1% |
| PE-LMA | 368 | < 0.1% |
| RO-BN | 368 | < 0.1% |
| ES-CC | 368 | < 0.1% |
| PE-LAL | 368 | < 0.1% |
| Other values (2214) | 765521 | 17.8% |
| (Missing) | 3531512 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ar-f | 368 | < 0.1% |
| fr-66 | 368 | < 0.1% |
| it-at | 368 | < 0.1% |
| sk-bc | 368 | < 0.1% |
| in-dn | 368 | < 0.1% |
| it-62 | 368 | < 0.1% |
| jp-03 | 368 | < 0.1% |
| cz-ka | 368 | < 0.1% |
| ca-ab | 368 | < 0.1% |
| ch-sg | 368 | < 0.1% |
| Other values (2214) | 765521 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 769201 | |
| B | 179646 | 4.5% |
| S | 167524 | 4.2% |
| R | 166616 | 4.2% |
| G | 163832 | 4.1% |
| T | 161735 | 4.0% |
| I | 156263 | 3.9% |
| N | 147609 | 3.7% |
| C | 146230 | 3.7% |
| E | 145001 | 3.6% |
| Other values (27) | 1789839 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2590292 | |
| Dash Punctuation | 769201 | 19.3% |
| Decimal Number | 634003 | 15.9% |
Most frequent character per category
| Value | Count | Frequency (%) |
| B | 179646 | 6.9% |
| S | 167524 | 6.5% |
| R | 166616 | 6.4% |
| G | 163832 | 6.3% |
| T | 161735 | 6.2% |
| I | 156263 | 6.0% |
| N | 147609 | 5.7% |
| C | 146230 | 5.6% |
| E | 145001 | 5.6% |
| A | 130373 | 5.0% |
| Other values (16) | 1025463 |
| Value | Count | Frequency (%) |
| 1 | 110872 | |
| 0 | 109522 | |
| 2 | 84690 | |
| 3 | 66125 | |
| 4 | 58790 | |
| 5 | 52134 | |
| 6 | 43778 | 6.9% |
| 7 | 42616 | 6.7% |
| 8 | 37363 | 5.9% |
| 9 | 28113 | 4.4% |
| Value | Count | Frequency (%) |
| - | 769201 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2590292 | |
| Common | 1403204 |
Most frequent character per script
| Value | Count | Frequency (%) |
| B | 179646 | 6.9% |
| S | 167524 | 6.5% |
| R | 166616 | 6.4% |
| G | 163832 | 6.3% |
| T | 161735 | 6.2% |
| I | 156263 | 6.0% |
| N | 147609 | 5.7% |
| C | 146230 | 5.6% |
| E | 145001 | 5.6% |
| A | 130373 | 5.0% |
| Other values (16) | 1025463 |
| Value | Count | Frequency (%) |
| - | 769201 | |
| 1 | 110872 | 7.9% |
| 0 | 109522 | 7.8% |
| 2 | 84690 | 6.0% |
| 3 | 66125 | 4.7% |
| 4 | 58790 | 4.2% |
| 5 | 52134 | 3.7% |
| 6 | 43778 | 3.1% |
| 7 | 42616 | 3.0% |
| 8 | 37363 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3993496 |
Most frequent character per block
| Value | Count | Frequency (%) |
| - | 769201 | |
| B | 179646 | 4.5% |
| S | 167524 | 4.2% |
| R | 166616 | 4.2% |
| G | 163832 | 4.1% |
| T | 161735 | 4.0% |
| I | 156263 | 3.9% |
| N | 147609 | 3.7% |
| C | 146230 | 3.7% |
| E | 145001 | 3.6% |
| Other values (27) | 1789839 |
| Distinct | 2838 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 3384928 |
| Missing (%) | 78.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30356.46021 |
|---|---|
| Minimum | 1001 |
| Maximum | 56045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 32.8 MiB |
Quantile statistics
| Minimum | 1001 |
|---|---|
| 5-th percentile | 5099 |
| Q1 | 18105 |
| median | 29115 |
| Q3 | 45051 |
| 95-th percentile | 53075 |
| Maximum | 56045 |
| Range | 55044 |
| Interquartile range (IQR) | 26946 |
Descriptive statistics
| Standard deviation | 15299.02973 |
|---|---|
| Coefficient of variation (CV) | 0.5039793711 |
| Kurtosis | -1.127910405 |
| Mean | 30356.46021 |
| Median Absolute Deviation (MAD) | 12012 |
| Skewness | -0.07283810347 |
| Sum | 2.779999091 × 1010 |
| Variance | 234060310.5 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 27171 | 368 | < 0.1% |
| 37125 | 368 | < 0.1% |
| 13223 | 368 | < 0.1% |
| 42133 | 368 | < 0.1% |
| 37151 | 368 | < 0.1% |
| 26075 | 368 | < 0.1% |
| 48375 | 368 | < 0.1% |
| 6037 | 368 | < 0.1% |
| 41029 | 368 | < 0.1% |
| 29213 | 368 | < 0.1% |
| Other values (2828) | 912105 | 21.2% |
| (Missing) | 3384928 |
| Value | Count | Frequency (%) |
| 1001 | 362 | |
| 1003 | 368 | |
| 1005 | 343 | |
| 1007 | 343 | |
| 1009 | 362 |
| Value | Count | Frequency (%) |
| 56045 | 244 | |
| 56043 | 251 | |
| 56041 | 343 | |
| 56039 | 343 | |
| 56037 | 362 |
| Distinct | 13276 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 736 |
| Missing (%) | < 0.1% |
| Memory size | 32.8 MiB |
| ChIJA-Vp4NdDXDkRni-uywd-c1o | 368 |
|---|---|
| ChIJG-W5i09HU4YRiUwVqIdjhGw | 368 |
| ChIJCRlcH4ezhIARAFpUT3LUXyQ | 368 |
| ChIJlXSYuxF9pgARGX5qiWqW7nk | 368 |
| ChIJjVxms-FrAYcRwPvQAzP5JaQ | 368 |
| Other values (13271) |
Length
| Max length | 27 |
|---|---|
| Median length | 27 |
| Mean length | 27 |
| Min length | 27 |
Characters and Unicode
| Total characters | 116099379 |
|---|---|
| Distinct characters | 64 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | ChIJvRKrsd9IXj4RpwoIwFYv0zM |
|---|---|
| 2nd row | ChIJvRKrsd9IXj4RpwoIwFYv0zM |
| 3rd row | ChIJvRKrsd9IXj4RpwoIwFYv0zM |
| 4th row | ChIJvRKrsd9IXj4RpwoIwFYv0zM |
| 5th row | ChIJvRKrsd9IXj4RpwoIwFYv0zM |
| Value | Count | Frequency (%) |
| ChIJA-Vp4NdDXDkRni-uywd-c1o | 368 | < 0.1% |
| ChIJG-W5i09HU4YRiUwVqIdjhGw | 368 | < 0.1% |
| ChIJCRlcH4ezhIARAFpUT3LUXyQ | 368 | < 0.1% |
| ChIJlXSYuxF9pgARGX5qiWqW7nk | 368 | < 0.1% |
| ChIJjVxms-FrAYcRwPvQAzP5JaQ | 368 | < 0.1% |
| ChIJu-SH28MJxkcRJYI2wf63IME | 368 | < 0.1% |
| ChIJezSAEFMr1BIRq1kgW7rDxro | 368 | < 0.1% |
| ChIJoyODwTLIV5QR5GZiwFe2FL8 | 368 | < 0.1% |
| ChIJE4nvwn3UkZURFAOLNknhvCQ | 368 | < 0.1% |
| ChIJ7Rc_pRMuH0cRQMo4lLefAgM | 368 | < 0.1% |
| Other values (13266) | 4296297 | |
| (Missing) | 736 | < 0.1% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| chijd9w2lenaiograyhzlrtppyy | 368 | < 0.1% |
| chijmxk1pawyiw0r9rwem_sscfq | 368 | < 0.1% |
| chijj614yjyawrqrvaumrvoqy1u | 368 | < 0.1% |
| chij5q-ziccniocrbgkeukqw_ys | 368 | < 0.1% |
| chijd8t--swfwxqrlpz1nfcdn5y | 368 | < 0.1% |
| chij2q9mibf0qygrdf2if6v8nkc | 368 | < 0.1% |
| chijb8o3hhcfddkrjj7wl7bboei | 368 | < 0.1% |
| chijc1b7fc3s3ikru6ik0rybvt4 | 368 | < 0.1% |
| chijfsxg-ercpgar4mudwyceiee | 368 | < 0.1% |
| chijl1dm9flnc0crykkuzg-vaam | 368 | < 0.1% |
| Other values (13266) | 4296297 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 6189468 | 5.3% |
| R | 5765578 | 5.0% |
| J | 5650376 | 4.9% |
| h | 5568893 | 4.8% |
| C | 5556987 | 4.8% |
| c | 2554210 | 2.2% |
| Q | 2459288 | 2.1% |
| A | 2340226 | 2.0% |
| g | 2262437 | 1.9% |
| Y | 2220616 | 1.9% |
| Other values (54) | 75531300 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 56770019 | |
| Lowercase Letter | 41736825 | |
| Decimal Number | 15023281 | 12.9% |
| Connector Punctuation | 1292450 | 1.1% |
| Dash Punctuation | 1276804 | 1.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| I | 6189468 | 10.9% |
| R | 5765578 | 10.2% |
| J | 5650376 | 10.0% |
| C | 5556987 | 9.8% |
| Q | 2459288 | 4.3% |
| A | 2340226 | 4.1% |
| Y | 2220616 | 3.9% |
| U | 2170329 | 3.8% |
| E | 1899681 | 3.3% |
| M | 1866890 | 3.3% |
| Other values (16) | 20650580 |
| Value | Count | Frequency (%) |
| h | 5568893 | 13.3% |
| c | 2554210 | 6.1% |
| g | 2262437 | 5.4% |
| k | 2035679 | 4.9% |
| o | 1814585 | 4.3% |
| w | 1771753 | 4.2% |
| s | 1616151 | 3.9% |
| x | 1554392 | 3.7% |
| z | 1411150 | 3.4% |
| a | 1345561 | 3.2% |
| Other values (16) | 19802014 |
| Value | Count | Frequency (%) |
| 4 | 2007435 | |
| 0 | 1896556 | |
| 8 | 1627515 | |
| 5 | 1514607 | |
| 1 | 1361479 | |
| 2 | 1360623 | |
| 3 | 1358992 | |
| 7 | 1337900 | |
| 6 | 1304676 | |
| 9 | 1253498 |
| Value | Count | Frequency (%) |
| _ | 1292450 |
| Value | Count | Frequency (%) |
| - | 1276804 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 98506844 | |
| Common | 17592535 | 15.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| I | 6189468 | 6.3% |
| R | 5765578 | 5.9% |
| J | 5650376 | 5.7% |
| h | 5568893 | 5.7% |
| C | 5556987 | 5.6% |
| c | 2554210 | 2.6% |
| Q | 2459288 | 2.5% |
| A | 2340226 | 2.4% |
| g | 2262437 | 2.3% |
| Y | 2220616 | 2.3% |
| Other values (42) | 57938765 |
| Value | Count | Frequency (%) |
| 4 | 2007435 | |
| 0 | 1896556 | |
| 8 | 1627515 | |
| 5 | 1514607 | |
| 1 | 1361479 | |
| 2 | 1360623 | |
| 3 | 1358992 | |
| 7 | 1337900 | |
| 6 | 1304676 | |
| _ | 1292450 | |
| Other values (2) | 2530302 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 116099379 |
Most frequent character per block
| Value | Count | Frequency (%) |
| I | 6189468 | 5.3% |
| R | 5765578 | 5.0% |
| J | 5650376 | 4.9% |
| h | 5568893 | 4.8% |
| C | 5556987 | 4.8% |
| c | 2554210 | 2.2% |
| Q | 2459288 | 2.1% |
| A | 2340226 | 2.0% |
| g | 2262437 | 1.9% |
| Y | 2220616 | 1.9% |
| Other values (54) | 75531300 |
| Distinct | 368 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.8 MiB |
| 2020-11-25 | 13147 |
|---|---|
| 2020-11-27 | 13144 |
| 2020-11-11 | 13137 |
| 2020-11-24 | 13135 |
| 2020-07-09 | 13131 |
| Other values (363) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 43007130 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2020-02-15 |
|---|---|
| 2nd row | 2020-02-16 |
| 3rd row | 2020-02-17 |
| 4th row | 2020-02-18 |
| 5th row | 2020-02-19 |
| Value | Count | Frequency (%) |
| 2020-11-25 | 13147 | 0.3% |
| 2020-11-27 | 13144 | 0.3% |
| 2020-11-11 | 13137 | 0.3% |
| 2020-11-24 | 13135 | 0.3% |
| 2020-07-09 | 13131 | 0.3% |
| 2020-12-29 | 13130 | 0.3% |
| 2020-11-18 | 13128 | 0.3% |
| 2021-01-27 | 13128 | 0.3% |
| 2020-06-23 | 13128 | 0.3% |
| 2020-12-30 | 13127 | 0.3% |
| Other values (358) | 4169378 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2020-11-25 | 13147 | 0.3% |
| 2020-11-27 | 13144 | 0.3% |
| 2020-11-11 | 13137 | 0.3% |
| 2020-11-24 | 13135 | 0.3% |
| 2020-07-09 | 13131 | 0.3% |
| 2020-12-29 | 13130 | 0.3% |
| 2020-11-18 | 13128 | 0.3% |
| 2021-01-27 | 13128 | 0.3% |
| 2020-06-23 | 13128 | 0.3% |
| 2020-12-30 | 13127 | 0.3% |
| Other values (358) | 4169378 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 13220183 | |
| 2 | 11170627 | |
| - | 8601426 | |
| 1 | 4438722 | 10.3% |
| 3 | 978631 | 2.3% |
| 7 | 803024 | 1.9% |
| 6 | 797214 | 1.9% |
| 5 | 782610 | 1.8% |
| 4 | 770271 | 1.8% |
| 9 | 730801 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 34405704 | |
| Dash Punctuation | 8601426 | 20.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 13220183 | |
| 2 | 11170627 | |
| 1 | 4438722 | 12.9% |
| 3 | 978631 | 2.8% |
| 7 | 803024 | 2.3% |
| 6 | 797214 | 2.3% |
| 5 | 782610 | 2.3% |
| 4 | 770271 | 2.2% |
| 9 | 730801 | 2.1% |
| 8 | 713621 | 2.1% |
| Value | Count | Frequency (%) |
| - | 8601426 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 43007130 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 13220183 | |
| 2 | 11170627 | |
| - | 8601426 | |
| 1 | 4438722 | 10.3% |
| 3 | 978631 | 2.3% |
| 7 | 803024 | 1.9% |
| 6 | 797214 | 1.9% |
| 5 | 782610 | 1.8% |
| 4 | 770271 | 1.8% |
| 9 | 730801 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 43007130 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 13220183 | |
| 2 | 11170627 | |
| - | 8601426 | |
| 1 | 4438722 | 10.3% |
| 3 | 978631 | 2.3% |
| 7 | 803024 | 1.9% |
| 6 | 797214 | 1.9% |
| 5 | 782610 | 1.8% |
| 4 | 770271 | 1.8% |
| 9 | 730801 | 1.7% |
| Distinct | 425 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1598804 |
| Missing (%) | 37.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -23.61628537 |
|---|---|
| Minimum | -100 |
| Maximum | 545 |
| Zeros | 39043 |
| Zeros (%) | 0.9% |
| Memory size | 32.8 MiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | -75 |
| Q1 | -41 |
| median | -20 |
| Q3 | -5 |
| 95-th percentile | 14 |
| Maximum | 545 |
| Range | 645 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 27.64471363 |
|---|---|
| Coefficient of variation (CV) | -1.170578404 |
| Kurtosis | 2.771897863 |
| Mean | -23.61628537 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.002345781175 |
| Sum | -63809054 |
| Variance | 764.2301919 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -10 | 45531 | 1.1% |
| -11 | 45362 | 1.1% |
| -12 | 45321 | 1.1% |
| -8 | 45313 | 1.1% |
| -9 | 45087 | 1.0% |
| -13 | 45021 | 1.0% |
| -14 | 44930 | 1.0% |
| -7 | 44507 | 1.0% |
| -6 | 44343 | 1.0% |
| -16 | 44178 | 1.0% |
| Other values (415) | 2252316 | |
| (Missing) | 1598804 |
| Value | Count | Frequency (%) |
| -100 | 198 | < 0.1% |
| -99 | 83 | < 0.1% |
| -98 | 447 | < 0.1% |
| -97 | 948 | |
| -96 | 1515 |
| Value | Count | Frequency (%) |
| 545 | 1 | |
| 533 | 1 | |
| 527 | 2 | |
| 512 | 1 | |
| 507 | 1 |
| Distinct | 537 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1694251 |
| Missing (%) | 39.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -3.029733409 |
|---|---|
| Minimum | -100 |
| Maximum | 615 |
| Zeros | 69501 |
| Zeros (%) | 1.6% |
| Memory size | 32.8 MiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | -45 |
| Q1 | -14 |
| median | -2 |
| Q3 | 9 |
| 95-th percentile | 33 |
| Maximum | 615 |
| Range | 715 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 24.57067163 |
|---|---|
| Coefficient of variation (CV) | -8.109846087 |
| Kurtosis | 11.80407405 |
| Mean | -3.029733409 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.4747040403 |
| Sum | -7896885 |
| Variance | 603.7179044 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 69501 | 1.6% |
| -1 | 68734 | 1.6% |
| -2 | 68528 | 1.6% |
| 1 | 67801 | 1.6% |
| 2 | 66858 | 1.6% |
| -3 | 66391 | 1.5% |
| -4 | 64922 | 1.5% |
| 3 | 64573 | 1.5% |
| -5 | 63172 | 1.5% |
| 4 | 61890 | 1.4% |
| Other values (527) | 1944092 | |
| (Missing) | 1694251 |
| Value | Count | Frequency (%) |
| -100 | 152 | < 0.1% |
| -99 | 1 | < 0.1% |
| -98 | 45 | < 0.1% |
| -97 | 250 | < 0.1% |
| -96 | 654 |
| Value | Count | Frequency (%) |
| 615 | 1 | |
| 538 | 1 | |
| 533 | 1 | |
| 527 | 1 | |
| 524 | 1 |
| Distinct | 855 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2235583 |
| Missing (%) | 52.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -10.37651237 |
|---|---|
| Minimum | -100 |
| Maximum | 1206 |
| Zeros | 19161 |
| Zeros (%) | 0.4% |
| Memory size | 32.8 MiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | -78 |
| Q1 | -43 |
| median | -18 |
| Q3 | 10 |
| 95-th percentile | 83 |
| Maximum | 1206 |
| Range | 1306 |
| Interquartile range (IQR) | 53 |
Descriptive statistics
| Standard deviation | 53.79536302 |
|---|---|
| Coefficient of variation (CV) | -5.184339504 |
| Kurtosis | 14.7527523 |
| Mean | -10.37651237 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 2.400233603 |
| Sum | -21428847 |
| Variance | 2893.941082 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -27 | 21323 | 0.5% |
| -25 | 21281 | 0.5% |
| -21 | 21199 | 0.5% |
| -22 | 21140 | 0.5% |
| -24 | 21140 | 0.5% |
| -26 | 21125 | 0.5% |
| -29 | 21111 | 0.5% |
| -28 | 21089 | 0.5% |
| -20 | 21012 | 0.5% |
| -18 | 21001 | 0.5% |
| Other values (845) | 1853709 | |
| (Missing) | 2235583 |
| Value | Count | Frequency (%) |
| -100 | 3634 | |
| -99 | 288 | < 0.1% |
| -98 | 836 | < 0.1% |
| -97 | 1183 | < 0.1% |
| -96 | 1540 |
| Value | Count | Frequency (%) |
| 1206 | 1 | |
| 1187 | 1 | |
| 1146 | 1 | |
| 1136 | 1 | |
| 1113 | 1 |
| Distinct | 540 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2127730 |
| Missing (%) | 49.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -27.43854002 |
|---|---|
| Minimum | -100 |
| Maximum | 554 |
| Zeros | 22407 |
| Zeros (%) | 0.5% |
| Memory size | 32.8 MiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | -73 |
| Q1 | -48 |
| median | -28 |
| Q3 | -8 |
| 95-th percentile | 18 |
| Maximum | 554 |
| Range | 654 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 29.92665808 |
|---|---|
| Coefficient of variation (CV) | -1.090679681 |
| Kurtosis | 7.340301756 |
| Mean | -27.43854002 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.9435085961 |
| Sum | -59623481 |
| Variance | 895.6048636 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -35 | 28940 | 0.7% |
| -29 | 28919 | 0.7% |
| -33 | 28859 | 0.7% |
| -32 | 28790 | 0.7% |
| -30 | 28761 | 0.7% |
| -28 | 28734 | 0.7% |
| -34 | 28575 | 0.7% |
| -36 | 28575 | 0.7% |
| -31 | 28495 | 0.7% |
| -25 | 28338 | 0.7% |
| Other values (530) | 1885997 | |
| (Missing) | 2127730 |
| Value | Count | Frequency (%) |
| -100 | 1778 | |
| -99 | 7 | < 0.1% |
| -98 | 74 | < 0.1% |
| -97 | 254 | < 0.1% |
| -96 | 526 | < 0.1% |
| Value | Count | Frequency (%) |
| 554 | 1 | |
| 524 | 1 | |
| 520 | 1 | |
| 506 | 1 | |
| 505 | 1 |
| Distinct | 325 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 198009 |
| Missing (%) | 4.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -20.03532012 |
|---|---|
| Minimum | -100 |
| Maximum | 260 |
| Zeros | 67235 |
| Zeros (%) | 1.6% |
| Memory size | 32.8 MiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | -57 |
| Q1 | -32 |
| median | -19 |
| Q3 | -6 |
| 95-th percentile | 9 |
| Maximum | 260 |
| Range | 360 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 20.13046196 |
|---|---|
| Coefficient of variation (CV) | -1.004748706 |
| Kurtosis | 0.9715821669 |
| Mean | -20.03532012 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.3969940416 |
| Sum | -82198988 |
| Variance | 405.2354986 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -22 | 85427 | 2.0% |
| -21 | 85364 | 2.0% |
| -20 | 85349 | 2.0% |
| -23 | 84869 | 2.0% |
| -19 | 84833 | 2.0% |
| -24 | 84831 | 2.0% |
| -18 | 84654 | 2.0% |
| -17 | 84019 | 2.0% |
| -16 | 83089 | 1.9% |
| -25 | 82891 | 1.9% |
| Other values (315) | 3257378 | |
| (Missing) | 198009 | 4.6% |
| Value | Count | Frequency (%) |
| -100 | 28 | |
| -99 | 8 | < 0.1% |
| -97 | 6 | < 0.1% |
| -96 | 2 | < 0.1% |
| -95 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 260 | 1 | |
| 258 | 1 | |
| 257 | 1 | |
| 254 | 1 | |
| 248 | 1 |
| Distinct | 107 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1798617 |
| Missing (%) | 41.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.331561219 |
|---|---|
| Minimum | -46 |
| Maximum | 65 |
| Zeros | 91313 |
| Zeros (%) | 2.1% |
| Memory size | 32.8 MiB |
Quantile statistics
| Minimum | -46 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 14 |
| 95-th percentile | 24 |
| Maximum | 65 |
| Range | 111 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.789884981 |
|---|---|
| Coefficient of variation (CV) | 0.8347890346 |
| Kurtosis | 1.163721839 |
| Mean | 9.331561219 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.7758349242 |
| Sum | 23348462 |
| Variance | 60.68230802 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7 | 148902 | 3.5% |
| 6 | 146996 | 3.4% |
| 8 | 146372 | 3.4% |
| 5 | 140094 | 3.3% |
| 9 | 138896 | 3.2% |
| 10 | 130285 | 3.0% |
| 4 | 125221 | 2.9% |
| 11 | 119543 | 2.8% |
| 3 | 112310 | 2.6% |
| 12 | 108413 | 2.5% |
| Other values (97) | 1185064 | |
| (Missing) | 1798617 |
| Value | Count | Frequency (%) |
| -46 | 4 | |
| -45 | 2 | |
| -43 | 1 | < 0.1% |
| -40 | 1 | < 0.1% |
| -39 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 65 | 1 | |
| 64 | 2 | |
| 63 | 1 | |
| 62 | 1 | |
| 61 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| country_region_code | country_region | sub_region_1 | sub_region_2 | metro_area | iso_3166_2_code | census_fips_code | place_id | date | retail_and_recreation | grocery_and_pharmacy | parks | transit_stations | workplaces | residential | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | AE | United Arab Emirates | NaN | NaN | NaN | NaN | NaN | ChIJvRKrsd9IXj4RpwoIwFYv0zM | 2020-02-15 | 0.0 | 4.0 | 5.0 | 0.0 | 2.0 | 1.0 |
| 1 | AE | United Arab Emirates | NaN | NaN | NaN | NaN | NaN | ChIJvRKrsd9IXj4RpwoIwFYv0zM | 2020-02-16 | 1.0 | 4.0 | 4.0 | 1.0 | 2.0 | 1.0 |
| 2 | AE | United Arab Emirates | NaN | NaN | NaN | NaN | NaN | ChIJvRKrsd9IXj4RpwoIwFYv0zM | 2020-02-17 | -1.0 | 1.0 | 5.0 | 1.0 | 2.0 | 1.0 |
| 3 | AE | United Arab Emirates | NaN | NaN | NaN | NaN | NaN | ChIJvRKrsd9IXj4RpwoIwFYv0zM | 2020-02-18 | -2.0 | 1.0 | 5.0 | 0.0 | 2.0 | 1.0 |
| 4 | AE | United Arab Emirates | NaN | NaN | NaN | NaN | NaN | ChIJvRKrsd9IXj4RpwoIwFYv0zM | 2020-02-19 | -2.0 | 0.0 | 4.0 | -1.0 | 2.0 | 1.0 |
| 5 | AE | United Arab Emirates | NaN | NaN | NaN | NaN | NaN | ChIJvRKrsd9IXj4RpwoIwFYv0zM | 2020-02-20 | -2.0 | 1.0 | 6.0 | 1.0 | 1.0 | 1.0 |
| 6 | AE | United Arab Emirates | NaN | NaN | NaN | NaN | NaN | ChIJvRKrsd9IXj4RpwoIwFYv0zM | 2020-02-21 | -3.0 | 2.0 | 6.0 | 0.0 | -1.0 | 1.0 |
| 7 | AE | United Arab Emirates | NaN | NaN | NaN | NaN | NaN | ChIJvRKrsd9IXj4RpwoIwFYv0zM | 2020-02-22 | -2.0 | 2.0 | 4.0 | -2.0 | 3.0 | 1.0 |
| 8 | AE | United Arab Emirates | NaN | NaN | NaN | NaN | NaN | ChIJvRKrsd9IXj4RpwoIwFYv0zM | 2020-02-23 | -1.0 | 3.0 | 3.0 | -1.0 | 4.0 | 1.0 |
| 9 | AE | United Arab Emirates | NaN | NaN | NaN | NaN | NaN | ChIJvRKrsd9IXj4RpwoIwFYv0zM | 2020-02-24 | -3.0 | 0.0 | 5.0 | -1.0 | 3.0 | 1.0 |
Last rows
| country_region_code | country_region | sub_region_1 | sub_region_2 | metro_area | iso_3166_2_code | census_fips_code | place_id | date | retail_and_recreation | grocery_and_pharmacy | parks | transit_stations | workplaces | residential | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4300703 | ZW | Zimbabwe | Midlands Province | Kwekwe | NaN | NaN | NaN | ChIJRcIZ3-FJNBkRRsj55IcLpfU | 2021-02-03 | NaN | NaN | NaN | NaN | -29.0 | NaN |
| 4300704 | ZW | Zimbabwe | Midlands Province | Kwekwe | NaN | NaN | NaN | ChIJRcIZ3-FJNBkRRsj55IcLpfU | 2021-02-04 | NaN | NaN | NaN | NaN | -31.0 | NaN |
| 4300705 | ZW | Zimbabwe | Midlands Province | Kwekwe | NaN | NaN | NaN | ChIJRcIZ3-FJNBkRRsj55IcLpfU | 2021-02-05 | NaN | NaN | NaN | NaN | -27.0 | NaN |
| 4300706 | ZW | Zimbabwe | Midlands Province | Kwekwe | NaN | NaN | NaN | ChIJRcIZ3-FJNBkRRsj55IcLpfU | 2021-02-08 | NaN | NaN | NaN | NaN | -30.0 | NaN |
| 4300707 | ZW | Zimbabwe | Midlands Province | Kwekwe | NaN | NaN | NaN | ChIJRcIZ3-FJNBkRRsj55IcLpfU | 2021-02-09 | NaN | NaN | NaN | NaN | -19.0 | NaN |
| 4300708 | ZW | Zimbabwe | Midlands Province | Kwekwe | NaN | NaN | NaN | ChIJRcIZ3-FJNBkRRsj55IcLpfU | 2021-02-10 | NaN | NaN | NaN | NaN | -25.0 | NaN |
| 4300709 | ZW | Zimbabwe | Midlands Province | Kwekwe | NaN | NaN | NaN | ChIJRcIZ3-FJNBkRRsj55IcLpfU | 2021-02-11 | NaN | NaN | NaN | NaN | -28.0 | NaN |
| 4300710 | ZW | Zimbabwe | Midlands Province | Kwekwe | NaN | NaN | NaN | ChIJRcIZ3-FJNBkRRsj55IcLpfU | 2021-02-12 | NaN | NaN | NaN | NaN | -25.0 | NaN |
| 4300711 | ZW | Zimbabwe | Midlands Province | Kwekwe | NaN | NaN | NaN | ChIJRcIZ3-FJNBkRRsj55IcLpfU | 2021-02-15 | NaN | NaN | NaN | NaN | -31.0 | NaN |
| 4300712 | ZW | Zimbabwe | Midlands Province | Kwekwe | NaN | NaN | NaN | ChIJRcIZ3-FJNBkRRsj55IcLpfU | 2021-02-16 | NaN | NaN | NaN | NaN | -24.0 | NaN |